AI model training and validation is just a small part of the story. After the model is built, the real work begins. To service millions of customers seamlessly, every application must scale. In this talk I will showcase how customers can build multi arm bandit strategy to test their models at scale and also scale their prediction pipeline using AWS Lambda.